Optimiser

Enum Optimiser 

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pub enum Optimiser {
    Nsga {
        pop_size: usize,
        crossover: SbxParams,
        mutation: PmParams,
        seed: Option<u64>,
    },
    Pso {
        n_particles: usize,
        params: PsoParams,
        constraint_handler: Option<ConstraintHandler>,
        seed: Option<u64>,
    },
}
Expand description

Represents the top-level configuration for an optimisation algorithm.

This enum acts as a factory for creating and running different optimisation strategies, such as NSGA-II or Particle Swarm Optimisation.

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Nsga

Configures the NSGA-II (Non-dominated Sorting Genetic Algorithm II) optimiser.

Fields

§pop_size: usize

The number of individuals in the population for each generation. This should be an even number, and typically >= 4.

§crossover: SbxParams

Parameters for the Simulated Binary Crossover (SBX) operator.

§mutation: PmParams

Parameters for the Polynomial Mutation operator.

§seed: Option<u64>

An optional seed for the random number generator to ensure reproducible results.

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Pso

Configures the Particle Swarm Optimisation (PSO) optimiser.

Fields

§n_particles: usize

The number of particles in the swarm.

§params: PsoParams

Parameters controlling the behaviour of the particles (e.g., inertia, social/cognitive factors).

§constraint_handler: Option<ConstraintHandler>

An optional constraint handler to apply to the solutions.

§seed: Option<u64>

An optional seed for the random number generator to ensure reproducible results.

Implementations§

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impl Optimiser

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pub fn solve<F>( &self, func: &mut F, vars: &[Variable], max_iter: usize, ) -> Result<OptimiserResult>
where F: FnMut(&[f64]) -> (Vec<f64>, Option<Vec<f64>>),

Solves an optimisation problem using the configured algorithm (SERIAL VERSION).

This method is compiled by default. It accepts a mutable closure (FnMut), allowing the objective function to maintain its own internal state between calls.

§Arguments
  • func - A mutable closure that takes a slice of f64 (the variables) and returns the objective values and optional constraint values.
  • vars - A slice defining the bounds for each variable in the search space.
  • max_iter - The maximum number of iterations or generations to run the optimiser for.
§Returns

A Result containing the OptimiserResult on success, or an error string on failure.

Source

pub fn solve_par<F>( &self, func: &F, vars: &[Variable], max_iter: usize, ) -> Result<OptimiserResult>
where F: Fn(&[f64]) -> (Vec<f64>, Option<Vec<f64>>) + Sync + Send,

Solves an optimisation problem using the configured algorithm (PARALLEL VERSION).

This method is compiled only when the parallel feature is enabled. It requires a thread-safe closure (Fn + Sync + Send). See solve [Serial version] for more details

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impl Debug for Optimiser

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl<T> Any for T
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fn type_id(&self) -> TypeId

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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V